The following table provides summary statistics for permanent job vacancies advertised in England with a requirement for ETL skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited ETL over the 3 months to 25 March 2017 with a comparison to the same period in the previous 2 years.

3 months to
25 Mar 2017
Same period 2016 Same period 2015
Extract, Transform and Load (ETL)
UK / England
Rank 127 117 126
Rank change year-on-year -10 +9  
Permanent jobs citing ETL 1990 2668 2404
As % of all permanent IT jobs advertised in England 2.49% 2.76% 2.42%
As % of the Processes & Methodologies category 2.80% 3.11% 2.78%
Number of salaries quoted 1620 2163 1939
Median salary £50,000 £52,500 £52,500
Median salary % change year-on-year -4.76% -  
90% offered a salary of more than £35,000 £35,000 £35,000
10% offered a salary of more than £75,000 £74,700 £75,000
UK excluding London median salary £45,000 £45,000 £45,000

ETL is in the process and methodology skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in England with a requirement for process and methodology skills.

Process & Methodology Skills
England
Permanent job vacancies with a requirement for process and methodology skills 71048 85804 86462
As % of all permanent IT job vacancies advertised in England 89.07% 88.61% 86.97%
Number of salaries quoted 58845 71773 70672
Median salary £50,000 £50,000 £50,000
90% offered a salary of more than £32,500 £32,500 £31,500
10% offered a salary of more than £77,500 £75,000 £77,500
UK excluding London median salary £45,000 £45,000 £43,000
% change year-on-year - +4.65%  

ETL
Job Vacancy Trend in England

The job posting trend of jobs advertised in England citing ETL as a proportion of all permanent or contract IT jobs with a match in the Processes & Methodologies category.

Job vacancy trend for ETL in England

ETL
Salary Trend in England

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing ETL in England.

Salary trend for ETL in England

ETL
Salary Histogram in England

The salary distribution of IT jobs citing ETL in England over the 3 months to 25 March 2017.

Salary histogram for ETL in England

ETL
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing ETL within the England region over the 3 months to 25 March 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
London -19 938 £57,500 - 106
South East +19 349 £54,000 +8.00% 25
North West +49 157 £35,000 -12.50% 36
East of England +54 139 £47,500 -5.00% 16
Yorkshire -53 121 £42,500 +6.25% 16
South West -19 113 £40,750 +1.87% 23
West Midlands -18 83 £41,150 -4.30% 18
East Midlands 0 78 £47,500 +7.95% 15
North East -9 5 £44,500 +19.33% 2
Midlands +8 1 £60,000 +41.17% 1
ETL
UK

ETL
Top 30 Related IT Skills in England

For the 6 months to 25 March 2017, IT jobs citing ETL also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the England region with a requirement for ETL.

1 2691 (68.93%) SQL
2 2139 (54.79%) Business Intelligence
3 1911 (48.95%) SQL Server
4 1858 (47.59%) Data Warehouse
5 1671 (42.80%) SQL Server Integration Services
6 1222 (31.30%) SQL Server Reporting Services
7 1154 (29.56%) Agile Software Development
8 1103 (28.25%) Oracle
9 1074 (27.51%) Microsoft
10 1045 (26.77%) T-SQL
11 1022 (26.18%) Finance
12 920 (23.57%) SQL Server Analysis Services
13 838 (21.47%) Data Modelling
14 802 (20.54%) Analytics
15 685 (17.55%) MS Excel
16 601 (15.39%) Big Data
17 593 (15.19%) Java
18 575 (14.73%) Relational Database
19 523 (13.40%) Analytical Skills
19 523 (13.40%) Degree
20 487 (12.47%) Tableau
21 436 (11.17%) .NET
22 433 (11.09%) Power BI
23 429 (10.99%) C#
24 408 (10.45%) SQL Server 2012
25 396 (10.14%) Hadoop
26 394 (10.09%) Informatica
27 380 (9.73%) Data Integration
28 370 (9.48%) Python
29 363 (9.30%) Visualisation

ETL
Top Related IT Skills in England by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same job type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 191 (4.89%) Apache Spark
2 127 (3.25%) SAS
3 119 (3.05%) JBoss
4 99 (2.54%) SharePoint
5 83 (2.13%) Oracle SOA Suite
6 82 (2.10%) Tomcat
7 78 (2.00%) IIS
8 74 (1.90%) Elasticsearch
9 69 (1.77%) Apache
10 67 (1.72%) WebLogic
11 59 (1.51%) WebSphere
12 56 (1.43%) Apache Pig
13 43 (1.10%) BizTalk Server
14 40 (1.02%) Confluence
15 33 (0.85%) Oracle Workflow
16 28 (0.72%) Jetty
16 28 (0.72%) nginx
17 17 (0.44%) Apache Solr
18 12 (0.31%) CMS
18 12 (0.31%) Luigi
Applications
1 685 (17.55%) MS Excel
2 59 (1.51%) MS Office
3 52 (1.33%) SPSS
4 28 (0.72%) MS Visio
5 19 (0.49%) MS PowerPoint
6 16 (0.41%) Spreadsheet
7 8 (0.20%) MS Project
8 4 (0.10%) SPSS Modeler
9 3 (0.077%) InfoPath
10 2 (0.051%) Stata
11 1 (0.026%) EngageOne
11 1 (0.026%) Gliffy
11 1 (0.026%) OmniGraffle
11 1 (0.026%) Weka
Business Applications
1 44 (1.13%) Cognos Business Intelligence
2 40 (1.02%) Oracle EBS
3 28 (0.72%) Dynamics CRM
4 17 (0.44%) BusinessWorks
4 17 (0.44%) Oracle EBS R12
4 17 (0.44%) SAP ERP
5 16 (0.41%) Cognos Planning
6 13 (0.33%) Cognos TM1
6 13 (0.33%) Dynamics AX
6 13 (0.33%) Eloqua
6 13 (0.33%) HFM
7 12 (0.31%) SAP CRM
8 11 (0.28%) Dynamics NAV
9 10 (0.26%) Hyperion Planning
9 10 (0.26%) Oracle Payables
10 9 (0.23%) Oracle Receivables
10 9 (0.23%) SAP FI
11 8 (0.20%) SAP CO
11 8 (0.20%) SAP FI/CO
11 8 (0.20%) SAP Oil and Gas
Cloud Services
1 303 (7.76%) Microsoft Azure
2 279 (7.15%) Amazon AWS
3 54 (1.38%) SaaS
4 50 (1.28%) Google Cloud Platform
5 47 (1.20%) Amazon EC2
6 45 (1.15%) Cloud Computing
7 34 (0.87%) Google Analytics
8 28 (0.72%) GitHub
9 22 (0.56%) Azure Machine Learning
10 20 (0.51%) Force.com
11 16 (0.41%) Amazon EMR
11 16 (0.41%) Amazon S3
11 16 (0.41%) IaaS
12 15 (0.38%) Office 365
13 13 (0.33%) Amazon Kinesis
13 13 (0.33%) PaaS
14 7 (0.18%) AWS Lambda
15 6 (0.15%) AWS Elastic Beanstalk
15 6 (0.15%) Route 53
15 6 (0.15%) Virtual Private Cloud
Communications & Networking
1 53 (1.36%) Internet
2 17 (0.44%) HTTP
3 15 (0.38%) TCP/IP
4 14 (0.36%) Intranet
4 14 (0.36%) SAN
5 13 (0.33%) HTTPS
5 13 (0.33%) SNMP
6 7 (0.18%) Extranet
7 6 (0.15%) Firewall
8 5 (0.13%) FTP
8 5 (0.13%) Kerberos
8 5 (0.13%) LDAP
9 4 (0.10%) SSL
9 4 (0.10%) VoIP
9 4 (0.10%) VPN
10 3 (0.077%) DNS
10 3 (0.077%) NAS
11 2 (0.051%) Broadband
11 2 (0.051%) CTI
12 1 (0.026%) LAN
Database & Business Intelligence
1 1911 (48.95%) SQL Server
2 1858 (47.59%) Data Warehouse
3 1671 (42.80%) SQL Server Integration Services
4 1222 (31.30%) SQL Server Reporting Services
5 920 (23.57%) SQL Server Analysis Services
6 601 (15.39%) Big Data
7 575 (14.73%) Relational Database
8 433 (11.09%) Power BI
9 408 (10.45%) SQL Server 2012
10 396 (10.14%) Hadoop
11 339 (8.68%) QlikView
12 320 (8.20%) Oracle Database
13 315 (8.07%) BusinessObjects
14 299 (7.66%) SQL Server 2008
15 278 (7.12%) SQL Server 2014
16 274 (7.02%) MySQL
17 261 (6.69%) NoSQL
18 254 (6.51%) OLAP
19 241 (6.17%) RDBMS
20 211 (5.40%) SQL Server 2016
Development Applications
1 234 (5.99%) Talend Open Studio
2 202 (5.17%) Team Foundation Server
3 172 (4.41%) Visual Studio
4 134 (3.43%) JIRA
5 96 (2.46%) Git (software)
6 77 (1.97%) Jenkins
7 71 (1.82%) Subversion
8 54 (1.38%) SQL Server Management Studio (SSMS)
9 53 (1.36%) Maven
10 51 (1.31%) Oracle Forms
11 49 (1.26%) Selenium
12 48 (1.23%) Toad
13 46 (1.18%) Gradle
14 44 (1.13%) JUnit
15 40 (1.02%) Eclipse
16 38 (0.97%) Ant
17 31 (0.79%) Hudson
18 28 (0.72%) Sonatype Nexus
19 25 (0.64%) ERwin
19 25 (0.64%) Octopus Deploy
General
1 1022 (26.18%) Finance
2 262 (6.71%) Banking
3 226 (5.79%) Retail
4 222 (5.69%) Marketing
5 149 (3.82%) Legal
6 82 (2.10%) Advertising
7 58 (1.49%) Games
8 55 (1.41%) Investment Banking
9 53 (1.36%) Manufacturing
9 53 (1.36%) Telecoms
10 41 (1.05%) Law
11 38 (0.97%) Pharmaceutical
12 33 (0.85%) Financial Institution
12 33 (0.85%) Publishing
13 27 (0.69%) Front Office
14 18 (0.46%) Back Office
15 15 (0.38%) Private Banking
15 15 (0.38%) Retail Banking
16 14 (0.36%) Automotive
16 14 (0.36%) Corporate Banking
Job Titles
1 1682 (43.08%) Developer
2 693 (17.75%) SQL Developer
3 651 (16.68%) Analyst
4 649 (16.62%) Business Intelligence Developer
5 400 (10.25%) Architect
6 319 (8.17%) ETL Developer
7 284 (7.27%) Business Intelligence Analyst
8 274 (7.02%) SSIS Developer
9 267 (6.84%) Senior Developer
10 257 (6.58%) DBA
11 235 (6.02%) SQL BI Developer
12 228 (5.84%) SQL Server Developer
13 215 (5.51%) Data Architect
14 193 (4.94%) SQL DBA
15 191 (4.89%) Business Developer
16 188 (4.82%) Data Warehouse Developer
17 184 (4.71%) Data Engineer
18 175 (4.48%) Oracle Developer
19 174 (4.46%) SSRS Developer
20 170 (4.35%) Consultant
Libraries, Frameworks & Software Standards
1 436 (11.17%) .NET
2 330 (8.45%) Web Services
3 318 (8.15%) XML
4 191 (4.89%) HTML
5 161 (4.12%) MDX
6 143 (3.66%) SOAP
7 133 (3.41%) REST
8 112 (2.87%) CSS
9 104 (2.66%) Spring
10 91 (2.33%) JSON
11 89 (2.28%) J2EE
12 88 (2.25%) .NET Framework
13 87 (2.23%) RESTful
14 74 (1.90%) ASP.NET
15 66 (1.69%) Java EE
16 60 (1.54%) Middleware
17 58 (1.49%) Kafka
18 54 (1.38%) XSLT
19 52 (1.33%) XSD
20 49 (1.26%) Flask
Miscellaneous
1 523 (13.40%) Analytical Skills
2 250 (6.40%) Computer Science
3 183 (4.69%) Management Information System
4 112 (2.87%) Enterprise Software
5 87 (2.23%) Data Structures
6 75 (1.92%) Clustering
7 73 (1.87%) Replication
8 70 (1.79%) Algorithms
9 63 (1.61%) Fintech
10 62 (1.59%) iPad
11 40 (1.02%) Credit Risk
12 34 (0.87%) NHS
13 30 (0.77%) Semantic Web
13 30 (0.77%) User Experience
14 24 (0.61%) Life Science
14 24 (0.61%) N-Tier
15 18 (0.46%) Reference Data
16 16 (0.41%) Mobile App
17 15 (0.38%) Foreign Exchange (FX)
17 15 (0.38%) Internet of Things
Operating Systems
1 345 (8.84%) Linux
2 222 (5.69%) Windows
3 206 (5.28%) Unix
4 69 (1.77%) Windows Server
5 56 (1.43%) Red Hat Enterprise Linux
6 39 (1.00%) Windows Server 2012
7 22 (0.56%) Windows Server 2003
8 12 (0.31%) Solaris
8 12 (0.31%) Windows Server 2008
9 9 (0.23%) CentOS
10 8 (0.20%) Android
11 4 (0.10%) HPUX
12 3 (0.077%) Windows XP
13 2 (0.051%) Fedora
13 2 (0.051%) Ubuntu
13 2 (0.051%) VMS
14 1 (0.026%) Apple iOS
14 1 (0.026%) Mac OS
14 1 (0.026%) Windows 10
Processes & Methodologies
1 2139 (54.79%) Business Intelligence
2 1154 (29.56%) Agile Software Development
3 838 (21.47%) Data Modelling
4 802 (20.54%) Analytics
5 380 (9.73%) Data Integration
6 363 (9.30%) Visualisation
7 347 (8.89%) Data Management
8 331 (8.48%) Scrum
9 288 (7.38%) Performance Tuning
10 283 (7.25%) Kimball Methodology
10 283 (7.25%) Migration
11 275 (7.04%) SDLC
12 270 (6.92%) Data Analysis
13 231 (5.92%) Data Visualisation
14 222 (5.69%) Project Management
15 221 (5.66%) ETL Development
16 209 (5.35%) Continuous Integration
17 203 (5.20%) Data Analytics
18 189 (4.84%) Mentoring
19 187 (4.79%) E-Commerce
Programming Languages
1 2691 (68.93%) SQL
2 1045 (26.77%) T-SQL
3 593 (15.19%) Java
4 429 (10.99%) C#
5 370 (9.48%) Python
6 351 (8.99%) PL/SQL
7 307 (7.86%) JavaScript
8 211 (5.40%) R
9 132 (3.38%) Shell Script
10 126 (3.23%) Data Analysis Expressions (DAX)
11 107 (2.74%) VBA
12 87 (2.23%) PowerShell
13 80 (2.05%) C++
14 78 (2.00%) Scala
15 68 (1.74%) VB.NET
16 61 (1.56%) C
17 54 (1.38%) Groovy
17 54 (1.38%) PHP
18 37 (0.95%) VB
19 32 (0.82%) Perl
Qualifications
1 523 (13.40%) Degree
2 60 (1.54%) Microsoft Certification
3 46 (1.18%) Security Cleared
4 34 (0.87%) ISEB
5 32 (0.82%) SC Cleared
6 24 (0.61%) ISTQB
6 24 (0.61%) Oracle Certification
7 18 (0.46%) MCTS
8 16 (0.41%) MCITP
9 15 (0.38%) PMI Certification
10 12 (0.31%) ITIL Foundation Certificate
11 10 (0.26%) OCP
11 10 (0.26%) PhD
12 9 (0.23%) MCP
12 9 (0.23%) PMP
13 8 (0.20%) MCSA
14 6 (0.15%) ACCA
14 6 (0.15%) ISTQB Foundation Certification
14 6 (0.15%) MCSE
15 5 (0.13%) AWS Certification
Quality Assurance & Compliance
1 306 (7.84%) Data Quality
2 179 (4.59%) QA
3 53 (1.36%) SLA
4 17 (0.44%) Sarbanes-Oxley
5 10 (0.26%) COBIT
6 8 (0.20%) IFRS
6 8 (0.20%) IFRS 9
7 7 (0.18%) ISO/IEC 27001
7 7 (0.18%) PCI DSS
8 6 (0.15%) Solvency II
9 4 (0.10%) Dodd-Frank
9 4 (0.10%) HL7
10 3 (0.077%) SNOMED CT
11 2 (0.051%) GCP
11 2 (0.051%) GDPR
11 2 (0.051%) ISO 14001
11 2 (0.051%) ISO 9001
12 1 (0.026%) Basel III
12 1 (0.026%) SDET
12 1 (0.026%) SEPA
System Software
1 28 (0.72%) HDFS
2 23 (0.59%) Apache Flume
3 16 (0.41%) Active Directory
4 15 (0.38%) Docker
5 6 (0.15%) Oracle RAC
5 6 (0.15%) XenServer
6 5 (0.13%) VMware Infrastructure
7 4 (0.10%) KVM
8 3 (0.077%) Virtual Machines
9 2 (0.051%) Apache ZooKeeper
9 2 (0.051%) iptables
9 2 (0.051%) vSphere
9 2 (0.051%) Xen
10 1 (0.026%) Hyper-V
Systems Management
1 39 (1.00%) Opscode Chef
2 29 (0.74%) Ansible
3 24 (0.61%) Puppet
4 23 (0.59%) Oozie
5 17 (0.44%) Control-M
6 14 (0.36%) HP Quality Center
7 13 (0.33%) Oracle Enterprise Manager
8 12 (0.31%) Data Guard
9 8 (0.20%) Enterprise Manager Cloud Control
9 8 (0.20%) Oracle RMAN
9 8 (0.20%) Perfmon
10 4 (0.10%) Failover Clustering
10 4 (0.10%) Hadoop YARN
10 4 (0.10%) Kibana
10 4 (0.10%) Tivoli
11 3 (0.077%) SCCM
12 2 (0.051%) logstash
12 2 (0.051%) Mesos
12 2 (0.051%) Terraform
12 2 (0.051%) WebSphere Cast Iron
Vendors
1 1103 (28.25%) Oracle
2 1074 (27.51%) Microsoft
3 487 (12.47%) Tableau
4 394 (10.09%) Informatica
5 262 (6.71%) SAP
6 234 (5.99%) Talend
7 200 (5.12%) Cognos
8 122 (3.13%) Google
9 119 (3.05%) IBM
10 105 (2.69%) Teradata
11 98 (2.51%) Salesforce.com
12 92 (2.36%) Sybase
13 46 (1.18%) Red Hat
14 44 (1.13%) Netezza
15 42 (1.08%) Splunk
16 40 (1.02%) MicroStrategy
17 39 (1.00%) Jaspersoft
18 38 (0.97%) Hyperion
19 33 (0.85%) RedGate
20 32 (0.82%) BMC
Leeds, West Yorkshire
CoreCom Consulting
Salary: £38000 - £43000 per annum + 5% Bonus, Pension
Posted: Yesterday
Salford, Lancashire
Maclean Moore Consulting
Salary: From £35,000 to £50,000 per annum £35000-£50000
Posted: Yesterday
Bradford, West Yorkshire
HAYS INFORMATION TECHNOLOGY
Salary: £25000.00 per annum
Posted: Yesterday
Leeds, West Yorkshire
Fruition IT Resources Limited
Salary: £40000 - £45000 per annum
Posted: 2 days ago
Manchester, Lancashire
Adria Solutions Ltd
Salary: £40000 - £50000 per annum + Benefits
Posted: Yesterday
Northampton, Northamptonshire
HAYS INFORMATION TECHNOLOGY
Salary: £30000.00 - £32000.00 per annum
Posted: Yesterday
Chester, Cheshire
Asset Resourcing Ltd
Salary: £30000 - £40000 per annum + bonus + benefits
Posted: 2 days ago
Spalding, Lincolnshire
X4 Group
Salary: Market related
Posted: 2 days ago
Chester, Cheshire
Aria Select Ltd
Salary: From £40,000 to £45,000 per annum Life assurance, Healthcare, Pension
Posted: Yesterday
London
Venturi
Salary: £25000.00 - £35000.00 per annum + Beneifts
Posted: Yesterday
London
Venturi
Salary: £50000 - £55000.00 per annum + company benefits
Posted: 2 days ago
London
Venturi
Salary: £50000.00 - £65000.00 per annum + 20% Bonus & Benefits
Posted: Yesterday
Stockport, Cheshire
Adria Solutions Ltd
Salary: £30000 - £35000 per annum + Benefits
Posted: 2 days ago
Potters Bar, Hertfordshire
Understanding Recruitment
Salary: £40000.00 - £48000.00 per annum + bonus + benefits
Posted: 3 days ago
Stockport, Cheshire
Adria Solutions Ltd
Salary: £30000 - £35000 per annum + Benefits
Posted: Yesterday
Leicester, Leicestershire
Next
Salary: Completive salary and benefits package including relocation package
Posted: 2 days ago
Leeds, West Yorkshire
Oxbridge Answers
Salary: 45000
Posted: Yesterday
Exeter, Devon
Devonshire Hayes Recruitment Specialists Ltd
Salary: From £40,000 to £50,000 per annum
Posted: Yesterday
London
KPRS
Salary: From £45,000 to £55,000 per annum £45k - £55k + excellent Benefits pac
Posted: Yesterday
North West London
Hudson IT
Salary: £70000 - £75000 per annum + Bonus + Benefits
Posted: Yesterday
Derby, Derbyshire
ARC IT Recruitment Ltd
Salary: Up to £50,000
Posted: Yesterday
Walsall, West Midlands (County)
Certes Computing Ltd
Salary: £36500 - £44600 per annum + Pension, Holidays
Posted: 2 days ago
City, London
TEKsystems
Salary: £30000 - £40000 per annum + bonus and benefits
Posted: 20 hours ago
Swindon, Wiltshire
Redrock Consulting Ltd
Salary: £40000 - £45000 per annum + Bonus + Benefits
Posted: 3 days ago
City, London
Marcus Donald People
Salary: £50000 - £60000 per annum
Posted: 2 days ago
Stockport, Cheshire
Adria Solutions Ltd
Salary: £30000 - £34000 per annum + Benefits
Posted: Yesterday
Manchester, Lancashire
4it Recruitment Ltd
Salary: From £32,000 to £36,000 per annum plus excellent benefits package
Posted: 4 days ago
Bristol, Avon
McGregor Boyall
Posted: Yesterday
Manchester, Lancashire
Stott & May
Salary: £25000 - £30000 per annum
Posted: 3 days ago
Bradford, West Yorkshire
4it Recruitment Ltd
Salary: From £40,000 to £50,000 per annum plus excellent additional benefits
Posted: 2 days ago